simpleml.registries

Import path for the different registries available

Submodules

• simpleml.registries.keras_registry
• simpleml.registries.registry
• simpleml.registries.sqlalchemy_registry

Package Contents

Classes

DatasetRegistry	Metaclass for defining Abstract Base Classes (ABCs).
KerasRegistry	Metaclass for defining Abstract Base Classes (ABCs).
MetaRegistry	Metaclass for defining Abstract Base Classes (ABCs).
MetricRegistry	Metaclass for defining Abstract Base Classes (ABCs).
ModelRegistry	Metaclass for defining Abstract Base Classes (ABCs).
NamedRegistry	Explicitly named version of the registry (not implicit on class names)
PipelineRegistry	Metaclass for defining Abstract Base Classes (ABCs).
Registry	Importable class to maintain reference to the global registry

Attributes

DATASET_REGISTRY
FILEPATH_REGISTRY
KERAS_REGISTRY
LOAD_METHOD_REGISTRY
METRIC_REGISTRY
MODEL_REGISTRY
PIPELINE_REGISTRY
SAVE_METHOD_REGISTRY
SIMPLEML_REGISTRY
__author__

simpleml.registries.DATASET_REGISTRY

simpleml.registries.FILEPATH_REGISTRY

simpleml.registries.KERAS_REGISTRY

simpleml.registries.LOAD_METHOD_REGISTRY

simpleml.registries.METRIC_REGISTRY

simpleml.registries.MODEL_REGISTRY

simpleml.registries.PIPELINE_REGISTRY

simpleml.registries.SAVE_METHOD_REGISTRY

simpleml.registries.SIMPLEML_REGISTRY

simpleml.registries.__author__ = Elisha Yadgaran

class simpleml.registries.DatasetRegistry

Bases: MetaRegistry

Metaclass for defining Abstract Base Classes (ABCs).

Use this metaclass to create an ABC. An ABC can be subclassed directly, and then acts as a mix-in class. You can also register unrelated concrete classes (even built-in classes) and unrelated ABCs as ‘virtual subclasses’ – these and their descendants will be considered subclasses of the registering ABC by the built-in issubclass() function, but the registering ABC won’t show up in their MRO (Method Resolution Order) nor will method implementations defined by the registering ABC be callable (not even via super()).

class simpleml.registries.KerasRegistry

Bases: abc.ABCMeta

Metaclass for defining Abstract Base Classes (ABCs).

Use this metaclass to create an ABC. An ABC can be subclassed directly, and then acts as a mix-in class. You can also register unrelated concrete classes (even built-in classes) and unrelated ABCs as ‘virtual subclasses’ – these and their descendants will be considered subclasses of the registering ABC by the built-in issubclass() function, but the registering ABC won’t show up in their MRO (Method Resolution Order) nor will method implementations defined by the registering ABC be callable (not even via super()).

class simpleml.registries.MetaRegistry

Bases: MetaBase, abc.ABCMeta

Metaclass for defining Abstract Base Classes (ABCs).

Use this metaclass to create an ABC. An ABC can be subclassed directly, and then acts as a mix-in class. You can also register unrelated concrete classes (even built-in classes) and unrelated ABCs as ‘virtual subclasses’ – these and their descendants will be considered subclasses of the registering ABC by the built-in issubclass() function, but the registering ABC won’t show up in their MRO (Method Resolution Order) nor will method implementations defined by the registering ABC be callable (not even via super()).

class simpleml.registries.MetricRegistry

Bases: MetaRegistry

Metaclass for defining Abstract Base Classes (ABCs).

Use this metaclass to create an ABC. An ABC can be subclassed directly, and then acts as a mix-in class. You can also register unrelated concrete classes (even built-in classes) and unrelated ABCs as ‘virtual subclasses’ – these and their descendants will be considered subclasses of the registering ABC by the built-in issubclass() function, but the registering ABC won’t show up in their MRO (Method Resolution Order) nor will method implementations defined by the registering ABC be callable (not even via super()).

class simpleml.registries.ModelRegistry

Bases: MetaRegistry

Metaclass for defining Abstract Base Classes (ABCs).

Use this metaclass to create an ABC. An ABC can be subclassed directly, and then acts as a mix-in class. You can also register unrelated concrete classes (even built-in classes) and unrelated ABCs as ‘virtual subclasses’ – these and their descendants will be considered subclasses of the registering ABC by the built-in issubclass() function, but the registering ABC won’t show up in their MRO (Method Resolution Order) nor will method implementations defined by the registering ABC be callable (not even via super()).

class simpleml.registries.NamedRegistry

Bases: Registry

Explicitly named version of the registry (not implicit on class names)

context_register(self, name, cls)

Context manager to temporarily overwrite registry value Reverts to original value on exit

usage: ``` with NamedRegistry(…).context_register(name, cls):

…

```

Parameters

• name (str) –

• cls (Type) –

Return type

None

register(self, name, cls, allow_duplicates=True)

Parameters

• name (str) –

• cls (Type) –

• allow_duplicates (bool) –

Return type

None

class simpleml.registries.PipelineRegistry

Bases: MetaRegistry

Metaclass for defining Abstract Base Classes (ABCs).

Use this metaclass to create an ABC. An ABC can be subclassed directly, and then acts as a mix-in class. You can also register unrelated concrete classes (even built-in classes) and unrelated ABCs as ‘virtual subclasses’ – these and their descendants will be considered subclasses of the registering ABC by the built-in issubclass() function, but the registering ABC won’t show up in their MRO (Method Resolution Order) nor will method implementations defined by the registering ABC be callable (not even via super()).

class simpleml.registries.Registry

Bases: object

Importable class to maintain reference to the global registry

clear(self)

Clear registry

Return type

None

context_register(self, cls)

Context manager to temporarily overwrite registry value Reverts to original value on exit

usage: ``` with Registry(…).context_register(cls):

…

```

Parameters

cls (Type) –

Return type

None

drop(self, key)

Drop key from registry

Parameters

key (str) –

Return type

None

get(self, class_name)

Parameters

class_name (str) –

Return type

Type

get_from_registry(self, class_name)

Parameters

class_name (str) –

Return type

Type

register(self, cls)

Parameters

cls (Type) –

Return type

None